Size-age relationships for three physical characteristics, body length, zyg
omatic width, and pad width, were modeled for black bears (Ursus americanus
) captured in northeastern Minnesota, U.S.A. Because the curves representin
g size-age relationships were nonlinear, and because some of the data consi
st of repeated, longitudinal observations for multiple bears, nonlinear mix
ed effects model analyses were required. The results are presented as param
eter estimates with standard errors and estimated population curves with 95
% confidence intervals. Variance estimates obtained using mixed-effects mod
els are compared with erroneous estimates obtained using ordinary least-squ
ares techniques. Comparisons are made between male and female Minnesota bea
rs with respect to parameter estimates and estimated population curves. In
addition, the results for Minnesota bears are compared with results from si
milar studies on bears in other regions.